curcumin → TDP-43 → ALS
Cross-domain hypothesis: Alzheimer drug → ALS outcome
Evidence network
The full set of scientific papers supporting this hypothesis, visualized as a force-directed graph. Each gray node is one paper; hover for the extracted claim, click to open it on PubMed.
View as text list
A→B papers (1)
- PMID 30092839 — Different curcumin forms selectively bind fibrillar amyloid beta in post mortem Alzheimer’s disease brains: Implications for in-vivo diagnostics (2018) · in frontotemporal lobar degeneration brains with TDP-43 inclusions conf 0.90
B→C papers (28)
- PMID 41570741 — ALS-related proteinopathies: From TDP-43 to mitochondrial proteinopathies (2026) conf 0.80
- PMID 41813136 — ALS and Huntington Disease: Unraveling the Connections between TDP-43 and Huntingtin (2026) · in 97% of ALS cases conf 0.95
- PMID 41851044 — Reduced nuclear TDP-43 and cytoplasmic DLK1 as markers of motor neuron degeneration in amyotrophic lateral sclerosis (2026) · in upper and lower motor neurons conf 0.80
- PMID 42013476 — Cryptic Splicing in ALS: From Driving Disease Progression to Unlocking Novel Therapeutics (2026) · amyotrophic lateral sclerosis conf 0.90
- PMID 40619651 — TDP-43 Proteinopathies in ALS and FTLD: Mechanistic Insights andTherapeutic Approaches (2025) · in ALS and FTLD conf 0.90
- PMID 41596063 — G-Quadruplexes Abet Neuronal Burnout in ALS and FTD (2025) · methionine alterations conf 0.80
- PMID 38304795 — Validation of a newly developed immunoassay for TDP-43 in human plasma (2024) · human plasma conf 0.85
- PMID 39727843 — Development of a Sensitive and Reliable Meso Scale Discovery-Based Electrochemiluminescence Immunoassay to Quantify TDP-43 in Human Biofluids (2024) · in blood of ALS patients compared to healthy controls conf 0.95
- PMID 37527763 — A panel of TDP-43-regulated splicing events verifies loss of TDP-43 function in amyotrophic lateral sclerosis brain tissue (2023) · in brain tissue conf 0.90
- PMID 35604654 — TDP-43 Accumulation Within Intramuscular Nerve Bundles of Patients With Amyotrophic Lateral Sclerosis (2022) · in nerve bundles as diagnostic biomarker conf 0.85
- PMID 35652285 — TAR DNA-binding protein of 43 kDa (TDP-43) and amyotrophic lateral sclerosis (ALS): a promising therapeutic target (2022) · in 97% of ALS cases conf 0.90
- PMID 36261296 — Finding Common Ground on the Site of Onset of Amyotrophic Lateral Sclerosis (2022) · in patients with ALS and FTD conf 0.60
- PMID 33461623 — Spreading of TDP-43 pathology via pyramidal tract induces ALS-like phenotypes in TDP-43 transgenic mice (2021) · in patients with sporadic amyotrophic lateral sclerosis conf 0.80
- PMID 34548609 — Age-related demethylation of the TDP-43 autoregulatory region in the human motor cortex (2021) · in motor cortex conf 0.95
- PMID 34944548 — A Computational Approach to Investigate TDP-43 RNA-Recognition Motif 2 C-Terminal Fragments Aggregation in Amyotrophic Lateral Sclerosis (2021) · human conf 0.80
- PMID 31529970 — Using Tetracysteine-Tagged TDP-43 with a Biarsenical Dye To Monitor Real-Time Trafficking in a Cell Model of Amyotrophic Lateral Sclerosis (2019) · as major constituent of proteinaceous inclusions conf 0.95
- PMID 31722302 — [Neuropathology of Amyotrophic Lateral Sclerosis]. (2019) · in sporadic ALS conf 0.85
- PMID 31722315 — [Immunotherapy Against Misfolded Proteins in ALS]. (2019) · in sporadic ALS conf 0.95
- PMID 30072868 — Pathological Proteins Are Transported by Extracellular Vesicles of Sporadic Amyotrophic Lateral Sclerosis Patients (2018) · in microvesicles (MVs) from plasma of sporadic ALS patients compared to healthy controls conf 0.80
- PMID 30442180 — Modeling hallmark pathology using motor neurons derived from the family and sporadic amyotrophic lateral sclerosis patient-specific iPS cells (2018) · in surviving motor neurons from ALS patients conf 0.90
- PMID 28848086 — Cerebrospinal Fluid TAR DNA-Binding Protein 43 Combined with Tau Proteins as a Candidate Biomarker for Amyotrophic Lateral Sclerosis and Frontotemporal Dementia Spectrum Disorders (2017) · cerebrospinal fluid conf 0.90
- PMID 28282387 — The essential and downstream common proteins of amyotrophic lateral sclerosis: A protein-protein interaction network analysis (2017) · in protein-protein interaction network analysis of classical ALS and ALS+FTD conf 0.70
- PMID 26980269 — Mass spectrometric analysis of accumulated TDP-43 in amyotrophic lateral sclerosis brains (2016) · in amyotrophic lateral sclerosis brains conf 0.90
- PMID 28000730 — An acridine derivative, [4,5-bis{(N-carboxy methyl imidazolium)methyl}acridine] dibromide, shows anti-TDP-43 aggregation effect in ALS disease models (2016) · in neuronal cells conf 0.95
- PMID 27466204 — Enhancing survival motor neuron expression extends lifespan and attenuates neurodegeneration in mutant TDP-43 mice (2016) · in mutant TDP-43 mice model conf 0.85
- PMID 26598621 — TDP-43 is intercellularly transmitted across axon terminals (2015) · in pathological aggregates conf 0.90
- PMID 25637145 — Early detection of structural abnormalities and cytoplasmic accumulation of TDP-43 in tissue-engineered skins derived from ALS patients (2015) · in tissue-engineered skins derived from ALS patients conf 0.70
- PMID 26689008 — [RNA processing TDP-43 protein has a main pathological role in FTLD and ALS]. (2015) · in Amyotrophic Lateral Sclerosis cases conf 0.90
Provenance trace
Full audit trail of how this hypothesis was generated: source papers, extracted claims, bridging logic, embedding model, and scoring. Every step is recorded and reproducible.
Provenance trace
Audit trail · curcumin → TDP-43 → ALS
29 source papers, 30 extracted claims, scored by Swanson ABC chain.
Backfilled retroactively from DB state on 2026-05-13. The pipeline_run this row references was created by the backfill script, not by the actual generation orchestrator. Source papers, claims, scoring, and embedding config are recovered; generation-time metadata (exact git commit at gen time, host, exact command) is not recoverable.
1Source papers29
2Extracted claims30
Each row is one structured triple extracted by deepseek-v4-flash (prompt v1_2026_05_07,
source: configured). Confidence is the LLM's self-rating.
- curcuminbinds_toTDP-43A→B
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43correlates_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43causesALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43causesALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
- TDP-43associated_withALSB→C
No claims match this filter.
3Bridging logicSwanson ABC
- edge_support_log_ab
- log(ab + 1) =
0.693 - edge_support_log_bc
- log(bc + 1) =
3.401 - novelty_factor
1.000(no direct drug→outcome evidence — full novelty)- direct_a_to_c_count
0
4Embedding modelbge-m3
Embeddings are used at the L1 filtering stage to prune off-topic abstracts before claim extraction. They do not directly score the hypothesis.
- model
bge-m3- dim
1024- max_length
8192tokens- similarity_scores
- No per-hypothesis cosine scores stored.
5Final scoringhigh · 0.614
- method
swanson_abc_log_evidence_with_novelty_penalty- formula
score = min((log(ab+1) + log(bc+1)) * novelty / 10, 1.0); novelty = 1.0 if direct==0 else 0.7 / (direct+1)- raw score
0.4094- outreach score
0.6142- quality tier
high
Horizontal exploration
Similar hypotheses
Closest 8 of 1,618 hypotheses, ranked by hybrid score (50% bge-m3 embedding cosine · 40% drug/mediator/outcome overlap · 10% shared evidence papers).
- Alternative drug0.87Auranofin→TDP-43→ALS
Different drug, same disease outcome
- Alternative drug0.87chelerythrine→TDP-43→ALS
Different drug, same disease outcome
- New indication0.82curcumin→TDP-43→FTLD
Same drug + same mediator, different disease
- New indication0.81curcumin→TDP-43→neuronal dysfunction
Same drug + same mediator, different disease
- New indication0.79curcumin→TDP-43→neurodegeneration
Same drug + same mediator, different disease
Show 3 more
Evidence
Limited evidence base in our current extraction. Treat this hypothesis as a starting point for further literature review, not a settled conclusion.
A → B evidence: curcumin binds to TDP-43
- PMID 30092839 Different curcumin forms selectively bind fibrillar amyloid beta in post mortem Alzheimer’s disease brains: Implications for in-vivo diagnostics (2018)
B → C evidence: TDP-43 associated with ALS
- PMID 41570741 ALS-related proteinopathies: From TDP-43 to mitochondrial proteinopathies (2026)
- PMID 41813136 ALS and Huntington Disease: Unraveling the Connections between TDP-43 and Huntingtin (2026)
- PMID 41851044 Reduced nuclear TDP-43 and cytoplasmic DLK1 as markers of motor neuron degeneration in amyotrophic lateral sclerosis (2026)
- PMID 42013476 Cryptic Splicing in ALS: From Driving Disease Progression to Unlocking Novel Therapeutics (2026)
- PMID 40619651 TDP-43 Proteinopathies in ALS and FTLD: Mechanistic Insights andTherapeutic Approaches (2025)
- PMID 41596063 G-Quadruplexes Abet Neuronal Burnout in ALS and FTD (2025)
- PMID 38304795 Validation of a newly developed immunoassay for TDP-43 in human plasma (2024)
- PMID 39727843 Development of a Sensitive and Reliable Meso Scale Discovery-Based Electrochemiluminescence Immunoassay to Quantify TDP-43 in Human Biofluids (2024)
- PMID 37527763 A panel of TDP-43-regulated splicing events verifies loss of TDP-43 function in amyotrophic lateral sclerosis brain tissue (2023)
- PMID 35604654 TDP-43 Accumulation Within Intramuscular Nerve Bundles of Patients With Amyotrophic Lateral Sclerosis (2022)
- PMID 35652285 TAR DNA-binding protein of 43 kDa (TDP-43) and amyotrophic lateral sclerosis (ALS): a promising therapeutic target (2022)
- PMID 36261296 Finding Common Ground on the Site of Onset of Amyotrophic Lateral Sclerosis (2022)
- PMID 33461623 Spreading of TDP-43 pathology via pyramidal tract induces ALS-like phenotypes in TDP-43 transgenic mice (2021)
- PMID 34548609 Age-related demethylation of the TDP-43 autoregulatory region in the human motor cortex (2021)
- PMID 34944548 A Computational Approach to Investigate TDP-43 RNA-Recognition Motif 2 C-Terminal Fragments Aggregation in Amyotrophic Lateral Sclerosis (2021)
- PMID 31529970 Using Tetracysteine-Tagged TDP-43 with a Biarsenical Dye To Monitor Real-Time Trafficking in a Cell Model of Amyotrophic Lateral Sclerosis (2019)
- PMID 31722302 [Neuropathology of Amyotrophic Lateral Sclerosis]. (2019)
- PMID 31722315 [Immunotherapy Against Misfolded Proteins in ALS]. (2019)
- PMID 30072868 Pathological Proteins Are Transported by Extracellular Vesicles of Sporadic Amyotrophic Lateral Sclerosis Patients (2018)
- PMID 30442180 Modeling hallmark pathology using motor neurons derived from the family and sporadic amyotrophic lateral sclerosis patient-specific iPS cells (2018)
- PMID 28848086 Cerebrospinal Fluid TAR DNA-Binding Protein 43 Combined with Tau Proteins as a Candidate Biomarker for Amyotrophic Lateral Sclerosis and Frontotemporal Dementia Spectrum Disorders (2017)
- PMID 28282387 The essential and downstream common proteins of amyotrophic lateral sclerosis: A protein-protein interaction network analysis (2017)
- PMID 26980269 Mass spectrometric analysis of accumulated TDP-43 in amyotrophic lateral sclerosis brains (2016)
- PMID 28000730 An acridine derivative, [4,5-bis{(N-carboxy methyl imidazolium)methyl}acridine] dibromide, shows anti-TDP-43 aggregation effect in ALS disease models (2016)
- PMID 27466204 Enhancing survival motor neuron expression extends lifespan and attenuates neurodegeneration in mutant TDP-43 mice (2016)
- PMID 26598621 TDP-43 is intercellularly transmitted across axon terminals (2015)
- PMID 25637145 Early detection of structural abnormalities and cytoplasmic accumulation of TDP-43 in tissue-engineered skins derived from ALS patients (2015)
- PMID 26689008 [RNA processing TDP-43 protein has a main pathological role in FTLD and ALS]. (2015)
References
All PMID-linked papers cited in the evidence network above, deduplicated and sorted by publication year.
- PMID 41570741 ALS-related proteinopathies: From TDP-43 to mitochondrial proteinopathies (2026) B→C
- PMID 41813136 ALS and Huntington Disease: Unraveling the Connections between TDP-43 and Huntingtin (2026) B→C
- PMID 41851044 Reduced nuclear TDP-43 and cytoplasmic DLK1 as markers of motor neuron degeneration in amyotrophic lateral sclerosis (2026) B→C
- PMID 42013476 Cryptic Splicing in ALS: From Driving Disease Progression to Unlocking Novel Therapeutics (2026) B→C
- PMID 40619651 TDP-43 Proteinopathies in ALS and FTLD: Mechanistic Insights andTherapeutic Approaches (2025) B→C
- PMID 41596063 G-Quadruplexes Abet Neuronal Burnout in ALS and FTD (2025) B→C
- PMID 38304795 Validation of a newly developed immunoassay for TDP-43 in human plasma (2024) B→C
- PMID 39727843 Development of a Sensitive and Reliable Meso Scale Discovery-Based Electrochemiluminescence Immunoassay to Quantify TDP-43 in Human Biofluids (2024) B→C
- PMID 37527763 A panel of TDP-43-regulated splicing events verifies loss of TDP-43 function in amyotrophic lateral sclerosis brain tissue (2023) B→C
- PMID 35604654 TDP-43 Accumulation Within Intramuscular Nerve Bundles of Patients With Amyotrophic Lateral Sclerosis (2022) B→C
- PMID 35652285 TAR DNA-binding protein of 43 kDa (TDP-43) and amyotrophic lateral sclerosis (ALS): a promising therapeutic target (2022) B→C
- PMID 36261296 Finding Common Ground on the Site of Onset of Amyotrophic Lateral Sclerosis (2022) B→C
- PMID 33461623 Spreading of TDP-43 pathology via pyramidal tract induces ALS-like phenotypes in TDP-43 transgenic mice (2021) B→C
- PMID 34548609 Age-related demethylation of the TDP-43 autoregulatory region in the human motor cortex (2021) B→C
- PMID 34944548 A Computational Approach to Investigate TDP-43 RNA-Recognition Motif 2 C-Terminal Fragments Aggregation in Amyotrophic Lateral Sclerosis (2021) B→C
- PMID 31529970 Using Tetracysteine-Tagged TDP-43 with a Biarsenical Dye To Monitor Real-Time Trafficking in a Cell Model of Amyotrophic Lateral Sclerosis (2019) B→C
- PMID 31722302 [Neuropathology of Amyotrophic Lateral Sclerosis]. (2019) B→C
- PMID 31722315 [Immunotherapy Against Misfolded Proteins in ALS]. (2019) B→C
- PMID 30092839 Different curcumin forms selectively bind fibrillar amyloid beta in post mortem Alzheimer’s disease brains: Implications for in-vivo diagnostics (2018) A→B
- PMID 30072868 Pathological Proteins Are Transported by Extracellular Vesicles of Sporadic Amyotrophic Lateral Sclerosis Patients (2018) B→C
- PMID 30442180 Modeling hallmark pathology using motor neurons derived from the family and sporadic amyotrophic lateral sclerosis patient-specific iPS cells (2018) B→C
- PMID 28848086 Cerebrospinal Fluid TAR DNA-Binding Protein 43 Combined with Tau Proteins as a Candidate Biomarker for Amyotrophic Lateral Sclerosis and Frontotemporal Dementia Spectrum Disorders (2017) B→C
- PMID 28282387 The essential and downstream common proteins of amyotrophic lateral sclerosis: A protein-protein interaction network analysis (2017) B→C
- PMID 26980269 Mass spectrometric analysis of accumulated TDP-43 in amyotrophic lateral sclerosis brains (2016) B→C
- PMID 28000730 An acridine derivative, [4,5-bis{(N-carboxy methyl imidazolium)methyl}acridine] dibromide, shows anti-TDP-43 aggregation effect in ALS disease models (2016) B→C
- PMID 27466204 Enhancing survival motor neuron expression extends lifespan and attenuates neurodegeneration in mutant TDP-43 mice (2016) B→C
- PMID 26598621 TDP-43 is intercellularly transmitted across axon terminals (2015) B→C
- PMID 25637145 Early detection of structural abnormalities and cytoplasmic accumulation of TDP-43 in tissue-engineered skins derived from ALS patients (2015) B→C
- PMID 26689008 [RNA processing TDP-43 protein has a main pathological role in FTLD and ALS]. (2015) B→C
Limitations & disclaimer
This hypothesis was generated algorithmically through cross-domain literature analysis and has not been experimentally validated. Treat it as a starting point for further investigation, not a therapeutic recommendation. For established knowledge about each entity, refer to the authoritative sources linked above (Wikipedia, DrugBank, UniProt, MeSH).